Team Sipmap — Hacktoberfest Hack Day Sonipat, 31 Oct–1 Nov 2026

说明与用途

Team Sipmap 在 12 小时的黑客松中构建了 DejaView，自动提取 Python PEP 讨论中的决策、理由和已验证的引用，并提供仪表盘和 PR 机器人。

问题

Build a system that reads old discussions and recovers the decisions that were made in them.

结果

DejaView successfully extracted 16 decisions with 58 reasons from a 114‑post PEP discussion, verified quotes, and provided a dashboard and PR bot within a 12‑hour hackathon.

工作流

• 1. Split responsibilities and define a contract before coding
• 2. Ingest discussion posts via forum API, handling ID quirks
• 3. Pre‑process posts (strip quotes, remove +1/thanks)
• 4. Classify posts with a 4B model into categories
• 5. Use a 9B model to generate structured JSON for decisions and reasons
• 6. Verify quotes via fuzzy matching and code checks
• 7. Consolidate duplicate ideas
• 8. Cache model calls and record responses
• 9. Run extensive tests (460) to ensure determinism
• 10. Deploy dashboard and PR bot

证据

Build a system that reads old discussions and recovers the decisions that were made in them.

来源

We named the thing we built DejaView. Twelve hours later it reads a Python PEP discussion and hands back the ideas that were rejected, the reason each one died, and the exact post where somebody said it.

来源

We wrote a test that asserts we ask for the global id and specifically do not ask for the post number.

来源

The small model sorts, the big model thinks, and code decides whether we're allowed to claim something.

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